个人简介
博士,同济大学计算机科学与技术系助理教授。2021年10月毕业于香港城市大学计算机科学系获哲学博士学位,2017年7月至2018年7月在新加坡南洋理工大学从事助理研究员,2021年10月至2021年12月在香港城市大学从事博士后研究员,2022年3月进入同济大学计算机科学与技术系工作。
主要科研成果在IEEE T-IP、T-CSVT和ACM MM等国内外学术期刊和会议上发表20余篇,授权国内外发明专利2项。长期担任IEEE T-PAMI、T-IP、T-DSC、T-MI、T-KDE和中国科学信息科学等国内外期刊审稿人,以及CVPR、AAAI和ACM MM等学术会议程序委员会委员。主持/参与国家级与省部级科研项目3项。获中国电子学会优秀硕士学位论文奖(2018),入选上海市浦江人才计划(2022),上海市领军人才(海外)青年人才计划(2022)。
Professional Experiences
2022.03 – now, Assistant Professor, Tongji University
2021.10 – 2021.12, PostDoc, City University of Hong Kong
2017.06 – 2018.06, Research Engineer, Nanyang Technological University
Awards and Honors
2022, Shanghai Leading Young Talents (Overseas)
2022, Shanghai Pujiang Talent Program
2020, Institutional Research Tuition Scholarship of City University of Hong Kong
2018, Outstanding Master Degree Thesis of the Chinese Institute of Electronics
近期论文
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A Dynamic Evolution Model for Decentralized Autonomous Car Clusters in a Highway Scene Jiujun Cheng, Huiyu Sun, Zhangkai Ni, and Aiguo Zhou, and Dongjie Ye. IEEE Transactions on Computational Social Systems (T-CSS), Early Access, November, 2023 DOI:10.1109/TCSS.2023.3328930..
Glow in the Dark: Low-Light Image Enhancement with External Memory Dongjie Ye, Zhangkai Ni, Wenhan Yang, Hanli Wang, Shiqi Wang, and Sam Kwong. IEEE Transactions on Multimedia (T-MM), Early Access, July 2023, DOI: 10.1109/TMM.2023.3293736.
Yue Liu, Zhangkai Ni, Shiqi Wang, Hanli Wang, Sam Kwong: High Dynamic Range Image Quality Assessment Based on Frequency Disparity. IEEE Trans. Circuits Syst. Video Technol. 33(8): 4435-4440 (2023)
Yi Chen, Meng Wang, Shiqi Wang, Zhangkai Ni, Sam Kwong: A CTU-Level Screen Content Rate Control for Low-Delay Versatile Video Coding. IEEE Trans. Circuits Syst. Video Technol. 33(9): 5227-5241 (2023)
Yunhao Mao, Meng Wang, Zhangkai Ni, Shiqi Wang, Sam Kwong: Neural Network Based Rate Control for Versatile Video Coding. IEEE Trans. Circuits Syst. Video Technol. 33(10): 6072-6085 (2023)
Dongjie Ye, Zhangkai Ni, Hanli Wang, Jian Zhang, Shiqi Wang, Sam Kwong: CSformer: Bridging Convolution and Transformer for Compressive Sensing. IEEE Trans. Image Process. 32: 2827-2842 (2023)
Juntao Yu, Zhangkai Ni, Taiyi Su, Hanli Wang: Adaptive Token Excitation with Negative Selection for Video-Text Retrieval. ICANN (7) 2023: 349-361
Wenjie Chen, Zhangkai Ni, Hanli Wang: Structure-Aware Generative Adversarial Network for Text-to-Image Generation. ICIP 2023: 2075-2079
Zhangkai Ni, Peiqi Yang, Wenhan Yang, Hanli Wang, Lin Ma, Sam Kwong: ColNeRF: Collaboration for Generalizable Sparse Input Neural Radiance Field. CoRR abs/2312.09095 (2023)
Zhangkai Ni, Wenhan Yang, Hanli Wang, Shiqi Wang, Lin Ma, Sam Kwong: Cycle-Interactive Generative Adversarial Network for Robust Unsupervised Low-Light Enhancement. ACM Multimedia 2022: 1484-1492
Yu Tian, Zhangkai Ni, Baoliang Chen, Shiqi Wang, Hanli Wang, Sam Kwong: Generalized Visual Quality Assessment of GAN-Generated Face Images. CoRR abs/2201.11975 (2022)
Zhangkai Ni, Wenhan Yang, Hanli Wang, Shiqi Wang, Lin Ma, Sam Kwong: Cycle-Interactive Generative Adversarial Network for Robust Unsupervised Low-Light Enhancement. CoRR abs/2207.00965 (2022)
Yue Liu, Zhangkai Ni, Shiqi Wang, Hanli Wang, Sam Kwong: High Dynamic Range Image Quality Assessment Based on Frequency Disparity. CoRR abs/2209.02285 (2022)
Xuelin Shen, Zhangkai Ni, Wenhan Yang, Xinfeng Zhang, Shiqi Wang, Sam Kwong: Just Noticeable Distortion Profile Inference: A Patch-Level Structural Visibility Learning Approach. IEEE Trans. Image Process. 30: 26-38 (2021)
Dongjie Ye, Zhangkai Ni, Hanli Wang, Jian Zhang, Shiqi Wang, Sam Kwong: CSformer: Bridging Convolution and Transformer for Compressive Sensing. CoRR abs/2112.15299 (2021)
Zhangkai Ni, Kai-Kuang Ma, Huanqiang Zeng, Baojiang Zhong: Color Image Demosaicing Using Progressive Collaborative Representation. IEEE Trans. Image Process. 29: 4952-4964 (2020)
Zhangkai Ni, Wenhan Yang, Shiqi Wang, Lin Ma, Sam Kwong: Towards Unsupervised Deep Image Enhancement With Generative Adversarial Network. IEEE Trans. Image Process. 29: 9140-9151 (2020)
Xuelin Shen, Zhangkai Ni, Wenhan Yang, Xinfeng Zhang, Shiqi Wang, Sam Kwong: A JND Dataset Based on VVC Compressed Images. ICME Workshops 2020: 1-6
Zhangkai Ni, Wenhan Yang, Shiqi Wang, Lin Ma, Sam Kwong: Unpaired Image Enhancement with Quality-Attention Generative Adversarial Network. ACM Multimedia 2020: 1697-1705
Zhangkai Ni, Wenhan Yang, Shiqi Wang, Lin Ma, Sam Kwong: Towards Unsupervised Deep Image Enhancement with Generative Adversarial Network. CoRR abs/2012.15020 (2020)
Zhangkai Ni, Wenhan Yang, Shiqi Wang, Lin Ma, Sam Kwong: Unpaired Image Enhancement with Quality-Attention Generative Adversarial Network. CoRR abs/2012.15052 (2020)
Huanqiang Zeng, Wenjie Xiang, Jing Chen, Canhui Cai, Zhangkai Ni, Kai-Kuang Ma: Unimodal Model-Based Inter Mode Decision for High Efficiency Video Coding. IEEE Access 7: 27936-27947 (2019)
Ying Fu, Huanqiang Zeng, Lin Ma, Zhangkai Ni, Jianqing Zhu, Kai-Kuang Ma: Screen Content Image Quality Assessment Using Multi-Scale Difference of Gaussian. IEEE Trans. Circuits Syst. Video Technol. 28(9): 2428-2432 (2018)
Zhangkai Ni, Huanqiang Zeng, Lin Ma, Junhui Hou, Jing Chen, Kai-Kuang Ma: A Gabor Feature-Based Quality Assessment Model for the Screen Content Images. IEEE Trans. Image Process. 27(9): 4516-4528 (2018)
Zhangkai Ni, Lin Ma, Huanqiang Zeng, Jing Chen, Canhui Cai, Kai-Kuang Ma: ESIM: Edge Similarity for Screen Content Image Quality Assessment. IEEE Trans. Image Process. 26(10): 4818-4831 (2017)
Ying Fu, Huanqiang Zeng, Zhangkai Ni, Jing Chen, Canhui Cai, Kai-Kuang Ma: Screen content image quality assessment using Euclidean distance. ISPACS 2017: 44-49
Zhangkai Ni, Lin Ma, Huanqiang Zeng, Ying Fu, Lu Xing, Kai-Kuang Ma: SCID: A database for screen content images quality assessment. ISPACS 2017: 774-779
Zhangkai Ni, Lin Ma, Huanqiang Zeng, Canhui Cai, Kai-Kuang Ma: Gradient Direction for Screen Content Image Quality Assessment. IEEE Signal Process. Lett. 23(10): 1394-1398 (2016)
Zhangkai Ni, Lin Ma, Huanqiang Zeng, Canhui Cai, Kai-Kuang Ma: Screen content image quality assessment using edge model. ICIP 2016: 81-85